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scikit-learn
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credit-card-clients

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ID
int64
1
30k
LIMIT_BAL
float64
10k
1M
SEX
int64
1
2
EDUCATION
int64
0
6
MARRIAGE
int64
0
3
AGE
int64
21
79
PAY_0
int64
-2
8
PAY_2
int64
-2
8
PAY_3
int64
-2
8
PAY_4
int64
-2
8
PAY_5
int64
-2
8
PAY_6
int64
-2
8
BILL_AMT1
int64
-165,580
965k
BILL_AMT2
float64
-69,777
984k
BILL_AMT3
float64
-157,264
1.66M
BILL_AMT4
int64
-170,000
892k
BILL_AMT5
float64
-81,334
927k
BILL_AMT6
float64
-339,603
962k
PAY_AMT1
float64
0
874k
PAY_AMT2
float64
0
1.68M
PAY_AMT3
float64
0
896k
PAY_AMT4
float64
0
621k
PAY_AMT5
float64
0
427k
PAY_AMT6
float64
0
529k
default.payment.next.month
int64
0
1
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50,000
1
2
2
23
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0
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0
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0
48,025
47,611
44,249
29,321
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29,739
2,122
1,815
1,184
1,206
1,411
904
0
6,402
70,000
1
2
1
29
0
0
0
0
0
0
68,540
64,645
66,460
46,988
43,530
44,804
3,000
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0
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2
2
33
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0
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27
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2
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0
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2
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24
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38
1
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1
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3
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35
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2
2
0
0
0
35,077
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133
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2
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33
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0
0
0
0
0
16,926
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709
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2
2
48
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0
0
74,658
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0
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1
1
43
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0
981
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981
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0
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0
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3
1
41
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349,125
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0
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2
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45
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0
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1
6,414
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1
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33
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186
1
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1
1
33
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0
840
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840
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0
0
0
0
0
6,416
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2
1
47
0
0
0
0
0
0
52,690
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51,047
48,260
46,198
43,253
2,022
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0
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2
2
1
39
2
2
0
0
2
2
110,109
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0
5,200
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0
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0
1
6,418
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2
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25
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0
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0
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0
0
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0
0
0
0
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1
1
38
0
0
2
0
0
0
27,429
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0
0
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2
2
27
0
0
2
0
0
0
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0
0
0
0
0
0
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2
2
33
0
0
0
0
0
2
80,012
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63,787
2,972
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3,107
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0
3,000
1
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2
2
2
28
0
0
0
0
0
0
133,789
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1
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34
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0
0
0
0
0
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1
1
2
28
0
0
0
0
0
-1
9,853
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29,973
42,347
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22,119
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0
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3
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38
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0
0
0
0
0
74,223
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39
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24
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37
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53
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6,478
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2
1
2
32
-1
0
0
0
0
0
91,806
100,291
108,245
109,006
117,195
121,246
10,000
10,000
10,000
10,001
6,000
38,000
0
6,479
50,000
1
3
2
29
0
0
2
0
0
-1
7,334
7,344
5,420
4,104
1,596
1,594
2,500
0
1,596
0
1,594
0
1
6,480
130,000
1
2
1
40
-1
-1
-1
-1
-1
-1
390
390
390
390
390
390
390
390
390
390
390
390
0
6,481
110,000
2
2
1
24
1
-1
0
0
0
0
-1,256
65,064
66,102
54,275
51,791
52,928
68,500
3,114
4,016
2,000
2,000
2,000
0
6,482
50,000
1
1
1
23
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
6,483
190,000
1
2
2
26
0
0
0
0
0
0
155,260
136,185
139,013
140,035
146,365
148,961
7,416
6,900
5,100
10,000
5,500
6,700
0
6,484
170,000
2
2
1
46
-1
-1
-1
-2
-1
-1
2,741
1,848
0
0
1,542
3,498
1,848
0
0
1,542
3,498
8,095
1
6,485
210,000
2
4
2
25
0
0
0
0
-2
-2
179,248
21,612
5,259
-243
-243
-243
3,151
2,000
0
0
0
0
0
6,486
50,000
1
3
2
25
0
0
0
0
2
2
46,277
47,713
44,006
29,737
30,615
29,975
2,500
2,300
2,500
1,500
0
1,000
0
6,487
20,000
2
3
1
45
2
0
0
0
0
0
14,064
12,451
11,176
6,934
11,203
7,737
3,000
1,006
144
10,000
308
2,000
1
6,488
80,000
2
2
1
26
0
0
0
0
0
-2
33,319
32,066
31,875
18,686
0
0
1,700
1,720
1,002
0
0
0
1
6,489
500,000
2
1
2
39
-1
0
0
0
-2
-2
4,417
5,642
8,689
-131
-131
-131
5,467
5,026
0
0
0
0
0
6,490
250,000
2
2
2
31
1
2
0
0
0
0
59,878
58,348
59,530
60,668
59,786
130,890
0
2,150
2,116
65
72,460
5,000
1
6,491
50,000
1
3
1
34
0
0
0
0
0
0
6,808
6,198
22,456
19,776
9,433
7,487
1,318
19,776
1,096
572
645
0
0
6,492
300,000
1
2
1
38
0
0
0
2
2
2
181,387
171,685
181,780
177,363
189,423
188,567
8,000
14,500
0
15,150
7,700
0
0
6,493
30,000
2
2
1
40
2
2
3
3
2
2
27,975
29,906
30,604
29,834
29,936
29,862
2,700
1,500
0
1,100
1,000
0
1
6,494
50,000
1
2
2
34
2
2
0
0
0
-1
61,220
56,388
53,813
22,667
23,488
20,022
9
2,061
0
821
21,414
703
0
6,495
180,000
2
2
2
35
-2
-2
-2
-2
-2
-2
-117
2,573
-77
-77
1,823
227
2,690
0
0
1,900
230
0
0
6,496
50,000
2
5
1
28
0
0
0
0
0
-2
9,014
9,608
12,025
16,025
0
0
3,000
3,000
4,000
0
0
0
0
6,497
50,000
1
3
1
46
0
0
0
0
0
0
6,066
7,161
8,234
8,595
8,955
9,305
1,200
1,200
500
500
500
500
0
6,498
190,000
2
2
1
40
0
0
2
0
0
0
184,276
191,540
192,422
150,300
92,391
93,119
15,000
6,000
6,000
4,000
4,000
3,300
0
6,499
200,000
2
2
2
32
-2
-2
-2
-1
0
0
940
174
1,684
1,581
2,381
2,381
174
1,689
1,581
800
0
0
0
6,500
140,000
2
2
2
26
0
0
0
0
2
0
141,057
144,306
141,949
141,345
136,379
126,211
7,200
19,000
10,400
0
4,931
9,100
0